Power consumption profiling using energy time-frequency distributions in smart grids

IEEE Communications Letters

Volumn 19, Issue 1, 2015, Pages 46-49

  Marnerides, Angelos K ^a   Smith, Paul ^b   Schaeffer Filho, Alberto ^c   Mauthe, Andreas ^d  

^a LIVERPOOL JOHN MOORES UNIVERSITY   (United Kingdom)

^b AIT AUSTRIAN INSTITUTE OF TECHNOLOGY   (Austria)

^c FEDERAL UNIVERSITY OF RIO GRANDE DO SUL   (Brazil)

^d LANCASTER UNIVERSITY   (United Kingdom)

Author keywords

Clustering methods; Energy Time Frequency Distributions; Power measurement; SCADA systems; Smart Grid

Indexed keywords

ELECTRIC NETWORK ANALYSIS; ELECTRIC POWER MEASUREMENT; ELECTRIC POWER TRANSMISSION NETWORKS; ENERGY UTILIZATION; SCADA SYSTEMS; SMART METERS;

ANOMALY DETECTION SYSTEMS; CLUSTERING METHODS; COMMUNICATION INFRASTRUCTURE; CONSUMPTION MEASUREMENT; ENERGY-TIME; POWER DISTRIBUTION NETWORK; SMART GRID; STATISTICAL FEATURES;

SMART POWER GRIDS;

EID: 84921368972     PISSN: 10897798     EISSN: None     Source Type: Journal    
DOI: 10.1109/LCOMM.2014.2371035     Document Type: Article

References (10)

1. Y. Yan, Y. Qian, H. Sharif, and D. Tipper, "A survey on smart grid communication infrastructures: Motivations, requirements and challenges," IEEE Commun. Surveys Tuts., vol. 15, no. 1, pp. 5-20, 2013.
2. P.-Y. Chen, S.-M. Cheng, and K.-C. Chen, "Smart attacks in smart grid communication networks," IEEE Commun. Mag., vol. 50, no. 8, pp. 24-29, Aug. 2012.
3. A.-H. Mohsenian-Rad and A. Leon-Garcia, "Distributed Internet-based load altering attacks against smart power grids," IEEE Trans. Smart Grid, vol. 2, no. 4, pp. 667-674, Dec. 2011.
4. Y. Yang et al., "Multiattribute SCADA-specific intrusion detection system for power networks," IEEE Trans. Power Del., vol. 29, no. 3, pp. 1092-1102, Jun. 2014.
5. D. Gerbec, S. Gasperic, I. Smon, and F. Gubina, "Consumers' load profile determination based on different classification methods," in Proc. IEEE Power Eng. Soc. Gen. Meet., Jul. 2003, vol. 2, pp. 990-995.
6. S. Barker et al., "Smart ?: An open data set and tools for enabling research in sustainable homes," in Proc. Workshop Data Mining Appl. SustKDD, Aug. 2012, pp. 1-6.
7. L. Cohen, "Time-frequency distributions-A review," Proc. IEEE, vol. 77, no. 7, pp. 941-981, Jul. 1989.
8. R. Baraniuk, P. Flandrin, A. J. E. M. Janssen, and O. Michel, "Measuring time-frequency information content using the Renyi entropies," IEEE Trans. Inf. Theory, vol. 47, no. 4, pp. 1391-1409, May 2001.
9. A. K. Marnerides, D. Pezaros, H. Kim, and D. Hutchison, "Internet traffic classification using energy time-frequency distributions," in Proc. IEEE ICC, Jun. 2013, pp. 2513-2518.
10. S. Al Kaabi, H. Zeineldin, and V. Khadkikar, "Planning active distribution networks considering multi-DG configurations," IEEE Trans. Power Syst., vol. 29, no. 2, pp. 785-793, Mar. 2014.